{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dea431dd",
   "metadata": {},
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4d71abe4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/requests/__init__.py:80: RequestsDependencyWarning: urllib3 (1.26.11) or chardet (3.0.4) doesn't match a supported version!\n",
      "  RequestsDependencyWarning)\n"
     ]
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import os\n",
    "import numpy as np\n",
    "from collections import defaultdict\n",
    "from transformers import MarianTokenizer\n",
    "\n",
    "import csv\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "12be3330",
   "metadata": {},
   "outputs": [],
   "source": [
    "src_lang = \"en\"\n",
    "translator = \"opus-mt\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "683c2304",
   "metadata": {},
   "source": [
    "# Defining plot styles\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "691aafb0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.stats import pearsonr, kde, gaussian_kde\n",
    "import matplotlib\n",
    "from matplotlib import rc\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5f361485",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.family'] = 'serif'\n",
    "#plt.rcParams['text.usetex'] = True\n",
    "plt.rcParams['text.usetex'] = False\n",
    "# plt.rcParams['font.family'] = 'serif'\n",
    "# plt.rcParams['font.serif'] = ['Times New Roman']\n",
    "\n",
    "# plt.rcParams['font.monospace'] = 'Ubuntu Mono'\n",
    "plt.rcParams['font.size'] = 26\n",
    "plt.rcParams['axes.labelsize'] = 26\n",
    "plt.rcParams[\"axes.labelweight\"] = \"bold\"\n",
    "plt.rcParams['axes.titlesize'] = 26\n",
    "plt.rcParams['axes.titleweight'] = 'bold'\n",
    "plt.rcParams['xtick.labelsize'] = 16\n",
    "plt.rcParams['ytick.labelsize'] = 16\n",
    "plt.rcParams['legend.fontsize'] = 18"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbec6b42",
   "metadata": {},
   "source": [
    "# Loading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "59dd5227",
   "metadata": {},
   "outputs": [],
   "source": [
    "male_sterotype = []\n",
    "with open(\"../data/male_stereotype\") as file_in:\n",
    "    for word in file_in.readlines():\n",
    "        male_sterotype.append(word.strip())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bf86170a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['construction worker', 'janitor', 'laborer', 'developer', 'supervisor', 'cook', 'manager', 'carpenter', 'sheriff', 'mover', 'guard', 'analyst', 'lawyer', 'mechanic', 'physician', 'CEO', 'driver', 'chief', 'farmer', 'salesperson']\n"
     ]
    }
   ],
   "source": [
    "print(male_sterotype)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "229924b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_data(src_lang, tgt_lang):\n",
    "    mt_gender_data_fn = f\"../data/{src_lang}.txt\"\n",
    "    translated_data_fn = f\"../data/wino_mt/opus_mt/matching.{tgt_lang}/{tgt_lang}.pred.csv\"\n",
    "    translation_variants = f\"../data/wino_mt/{tgt_lang}_variants.json\"\n",
    "    \n",
    "    mtg_data = pd.read_csv(mt_gender_data_fn, sep='\\t', header=None)\n",
    "    translated_data = pd.read_csv(translated_data_fn)\n",
    "\n",
    "    mtg_data.columns = ['Target gender', 'Profession position','SRC sentence', 'Profession' ]\n",
    "    translated_data.columns = ['TGT sentence', 'Predicted gender', 'Target gender_1', 'Matched profession']\n",
    "\n",
    "    data_all = pd.merge(mtg_data, translated_data, left_index=True, right_index=True)\n",
    "    assert (data_all[\"Target gender\"] == data_all[\"Target gender_1\"]).all()\n",
    "    data_all.drop(labels=\"Target gender_1\", axis=1, inplace=True)\n",
    "\n",
    "    with open(translation_variants, 'r') as var_json:\n",
    "        variants = json.load(var_json)\n",
    "\n",
    "    return data_all, variants"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a030e8eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_de, variants_de = load_data(\"en\", \"de\")\n",
    "data_he, variants_he = load_data(\"en\", \"he\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d11ec6d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Target gender</th>\n",
       "      <th>Profession position</th>\n",
       "      <th>SRC sentence</th>\n",
       "      <th>Profession</th>\n",
       "      <th>TGT sentence</th>\n",
       "      <th>Predicted gender</th>\n",
       "      <th>Matched profession</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>female</td>\n",
       "      <td>1</td>\n",
       "      <td>The developer argued with the designer because...</td>\n",
       "      <td>developer</td>\n",
       "      <td>Der Entwickler argumentierte mit der Designeri...</td>\n",
       "      <td>male</td>\n",
       "      <td>Entwickler</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>male</td>\n",
       "      <td>5</td>\n",
       "      <td>The developer argued with the designer because...</td>\n",
       "      <td>designer</td>\n",
       "      <td>Der Entwickler argumentierte mit dem Designer,...</td>\n",
       "      <td>male</td>\n",
       "      <td>Designer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>The mechanic gave the clerk a present because ...</td>\n",
       "      <td>mechanic</td>\n",
       "      <td>Der Mechaniker gab dem Angestellten ein Gesche...</td>\n",
       "      <td>male</td>\n",
       "      <td>Mechaniker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>male</td>\n",
       "      <td>4</td>\n",
       "      <td>The mechanic gave the clerk a present because ...</td>\n",
       "      <td>clerk</td>\n",
       "      <td>Der Mechaniker gab dem Angestellten ein Gesche...</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
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       "      <th>4</th>\n",
       "      <td>female</td>\n",
       "      <td>1</td>\n",
       "      <td>The mover said thank you to the housekeeper be...</td>\n",
       "      <td>mover</td>\n",
       "      <td>Die Umzugsfirma dankte der Haushälterin, weil ...</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <th>3883</th>\n",
       "      <td>female</td>\n",
       "      <td>4</td>\n",
       "      <td>The secretary asked the visitor to sign in so ...</td>\n",
       "      <td>visitor</td>\n",
       "      <td>Die Sekretärin bat den Besucher, sich anzumeld...</td>\n",
       "      <td>female</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3884</th>\n",
       "      <td>neutral</td>\n",
       "      <td>4</td>\n",
       "      <td>The secretary asked the visitor to sign in so ...</td>\n",
       "      <td>visitor</td>\n",
       "      <td>Die Sekretärin bat den Besucher, sich anzumeld...</td>\n",
       "      <td>ignore</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3885</th>\n",
       "      <td>male</td>\n",
       "      <td>3</td>\n",
       "      <td>The secretary asked someone to sign in so that...</td>\n",
       "      <td>someone</td>\n",
       "      <td>Die Sekretärin bat jemanden, sich anzumelden, ...</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3886</th>\n",
       "      <td>female</td>\n",
       "      <td>3</td>\n",
       "      <td>The secretary asked someone to sign in so that...</td>\n",
       "      <td>someone</td>\n",
       "      <td>Die Sekretärin bat jemanden, sich anzumelden, ...</td>\n",
       "      <td>neutral</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3887</th>\n",
       "      <td>neutral</td>\n",
       "      <td>3</td>\n",
       "      <td>The secretary asked someone to sign in so that...</td>\n",
       "      <td>someone</td>\n",
       "      <td>Die Sekretärin bat jemanden, sich anzumelden, ...</td>\n",
       "      <td>ignore</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3888 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Target gender  Profession position  \\\n",
       "0           female                    1   \n",
       "1             male                    5   \n",
       "2           female                    1   \n",
       "3             male                    4   \n",
       "4           female                    1   \n",
       "...            ...                  ...   \n",
       "3883        female                    4   \n",
       "3884       neutral                    4   \n",
       "3885          male                    3   \n",
       "3886        female                    3   \n",
       "3887       neutral                    3   \n",
       "\n",
       "                                           SRC sentence Profession  \\\n",
       "0     The developer argued with the designer because...  developer   \n",
       "1     The developer argued with the designer because...   designer   \n",
       "2     The mechanic gave the clerk a present because ...   mechanic   \n",
       "3     The mechanic gave the clerk a present because ...      clerk   \n",
       "4     The mover said thank you to the housekeeper be...      mover   \n",
       "...                                                 ...        ...   \n",
       "3883  The secretary asked the visitor to sign in so ...    visitor   \n",
       "3884  The secretary asked the visitor to sign in so ...    visitor   \n",
       "3885  The secretary asked someone to sign in so that...    someone   \n",
       "3886  The secretary asked someone to sign in so that...    someone   \n",
       "3887  The secretary asked someone to sign in so that...    someone   \n",
       "\n",
       "                                           TGT sentence Predicted gender  \\\n",
       "0     Der Entwickler argumentierte mit der Designeri...             male   \n",
       "1     Der Entwickler argumentierte mit dem Designer,...             male   \n",
       "2     Der Mechaniker gab dem Angestellten ein Gesche...             male   \n",
       "3     Der Mechaniker gab dem Angestellten ein Gesche...             male   \n",
       "4     Die Umzugsfirma dankte der Haushälterin, weil ...           female   \n",
       "...                                                 ...              ...   \n",
       "3883  Die Sekretärin bat den Besucher, sich anzumeld...           female   \n",
       "3884  Die Sekretärin bat den Besucher, sich anzumeld...           ignore   \n",
       "3885  Die Sekretärin bat jemanden, sich anzumelden, ...          neutral   \n",
       "3886  Die Sekretärin bat jemanden, sich anzumelden, ...          neutral   \n",
       "3887  Die Sekretärin bat jemanden, sich anzumelden, ...           ignore   \n",
       "\n",
       "     Matched profession  \n",
       "0            Entwickler  \n",
       "1              Designer  \n",
       "2            Mechaniker  \n",
       "3                   NaN  \n",
       "4                   NaN  \n",
       "...                 ...  \n",
       "3883                NaN  \n",
       "3884                NaN  \n",
       "3885                NaN  \n",
       "3886                NaN  \n",
       "3887                NaN  \n",
       "\n",
       "[3888 rows x 7 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_de"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "65f806dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Target gender</th>\n",
       "      <th>Profession position</th>\n",
       "      <th>SRC sentence</th>\n",
       "      <th>Profession</th>\n",
       "      <th>TGT sentence</th>\n",
       "      <th>Predicted gender</th>\n",
       "      <th>Matched profession</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>female</td>\n",
       "      <td>1</td>\n",
       "      <td>The developer argued with the designer because...</td>\n",
       "      <td>developer</td>\n",
       "      <td>המפתח התווכח עם המעצב כי היא לא אהבה את העיצוב.</td>\n",
       "      <td>male</td>\n",
       "      <td>מפתח</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>male</td>\n",
       "      <td>5</td>\n",
       "      <td>The developer argued with the designer because...</td>\n",
       "      <td>designer</td>\n",
       "      <td>המפתח התווכח עם המעצב כי לא ניתן ליישם את הרעי...</td>\n",
       "      <td>male</td>\n",
       "      <td>מעצב</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>female</td>\n",
       "      <td>1</td>\n",
       "      <td>The mechanic gave the clerk a present because ...</td>\n",
       "      <td>mechanic</td>\n",
       "      <td>המכונאי נתן לפקידה מתנה כי היא זכתה בלוטו.</td>\n",
       "      <td>male</td>\n",
       "      <td>מכונאי</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>male</td>\n",
       "      <td>4</td>\n",
       "      <td>The mechanic gave the clerk a present because ...</td>\n",
       "      <td>clerk</td>\n",
       "      <td>המכונאי נתן לפקיד מתנה כי זה היה יום ההולדת שלו.</td>\n",
       "      <td>male</td>\n",
       "      <td>פקיד</td>\n",
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       "      <th>4</th>\n",
       "      <td>female</td>\n",
       "      <td>1</td>\n",
       "      <td>The mover said thank you to the housekeeper be...</td>\n",
       "      <td>mover</td>\n",
       "      <td>המוביל אמר תודה לעוזרת הבית כי היא אסירת תודה.</td>\n",
       "      <td>male</td>\n",
       "      <td>מוביל</td>\n",
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       "      <td>4</td>\n",
       "      <td>The secretary asked the visitor to sign in so ...</td>\n",
       "      <td>visitor</td>\n",
       "      <td>המזכירה ביקשה מהמבקר להירשם כדי שהיא תוכל לקבל...</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3884</th>\n",
       "      <td>neutral</td>\n",
       "      <td>4</td>\n",
       "      <td>The secretary asked the visitor to sign in so ...</td>\n",
       "      <td>visitor</td>\n",
       "      <td>המזכירה ביקשה מהמבקר להירשם כדי שיוכלו לקבל תג...</td>\n",
       "      <td>ignore</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3885</th>\n",
       "      <td>male</td>\n",
       "      <td>3</td>\n",
       "      <td>The secretary asked someone to sign in so that...</td>\n",
       "      <td>someone</td>\n",
       "      <td>המזכירה ביקשה ממישהו להירשם כדי שיוכל לקבל תג ...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>3886</th>\n",
       "      <td>female</td>\n",
       "      <td>3</td>\n",
       "      <td>The secretary asked someone to sign in so that...</td>\n",
       "      <td>someone</td>\n",
       "      <td>המזכירה ביקשה ממישהו להירשם כדי שהיא תוכל לקבל...</td>\n",
       "      <td>unknown</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3887</th>\n",
       "      <td>neutral</td>\n",
       "      <td>3</td>\n",
       "      <td>The secretary asked someone to sign in so that...</td>\n",
       "      <td>someone</td>\n",
       "      <td>המזכירה ביקשה ממישהו להירשם כדי שיוכלו לקבל תג...</td>\n",
       "      <td>ignore</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3888 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Target gender  Profession position  \\\n",
       "0           female                    1   \n",
       "1             male                    5   \n",
       "2           female                    1   \n",
       "3             male                    4   \n",
       "4           female                    1   \n",
       "...            ...                  ...   \n",
       "3883        female                    4   \n",
       "3884       neutral                    4   \n",
       "3885          male                    3   \n",
       "3886        female                    3   \n",
       "3887       neutral                    3   \n",
       "\n",
       "                                           SRC sentence Profession  \\\n",
       "0     The developer argued with the designer because...  developer   \n",
       "1     The developer argued with the designer because...   designer   \n",
       "2     The mechanic gave the clerk a present because ...   mechanic   \n",
       "3     The mechanic gave the clerk a present because ...      clerk   \n",
       "4     The mover said thank you to the housekeeper be...      mover   \n",
       "...                                                 ...        ...   \n",
       "3883  The secretary asked the visitor to sign in so ...    visitor   \n",
       "3884  The secretary asked the visitor to sign in so ...    visitor   \n",
       "3885  The secretary asked someone to sign in so that...    someone   \n",
       "3886  The secretary asked someone to sign in so that...    someone   \n",
       "3887  The secretary asked someone to sign in so that...    someone   \n",
       "\n",
       "                                           TGT sentence Predicted gender  \\\n",
       "0       המפתח התווכח עם המעצב כי היא לא אהבה את העיצוב.             male   \n",
       "1     המפתח התווכח עם המעצב כי לא ניתן ליישם את הרעי...             male   \n",
       "2            המכונאי נתן לפקידה מתנה כי היא זכתה בלוטו.             male   \n",
       "3      המכונאי נתן לפקיד מתנה כי זה היה יום ההולדת שלו.             male   \n",
       "4        המוביל אמר תודה לעוזרת הבית כי היא אסירת תודה.             male   \n",
       "...                                                 ...              ...   \n",
       "3883  המזכירה ביקשה מהמבקר להירשם כדי שהיא תוכל לקבל...             male   \n",
       "3884  המזכירה ביקשה מהמבקר להירשם כדי שיוכלו לקבל תג...           ignore   \n",
       "3885  המזכירה ביקשה ממישהו להירשם כדי שיוכל לקבל תג ...          unknown   \n",
       "3886  המזכירה ביקשה ממישהו להירשם כדי שהיא תוכל לקבל...          unknown   \n",
       "3887  המזכירה ביקשה ממישהו להירשם כדי שיוכלו לקבל תג...           ignore   \n",
       "\n",
       "     Matched profession  \n",
       "0                  מפתח  \n",
       "1                  מעצב  \n",
       "2                מכונאי  \n",
       "3                  פקיד  \n",
       "4                 מוביל  \n",
       "...                 ...  \n",
       "3883                NaN  \n",
       "3884                NaN  \n",
       "3885                NaN  \n",
       "3886                NaN  \n",
       "3887                NaN  \n",
       "\n",
       "[3888 rows x 7 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_he"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2819aa1c",
   "metadata": {},
   "source": [
    "# Compute accuracy / recall"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f947a034",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_lexical_results(data, variants, translator, src_lang, tgt_lang):\n",
    "    \n",
    "    female_stereotype = ['attendant', 'assistant', 'editor', 'secretary', 'auditor', 'clerk', \n",
    "                        'baker', 'housekeeper', 'cashier', 'counselor', 'tailor', 'teacher', \n",
    "                        'hairdresser', 'librarian', 'accountant', 'nurse', 'designer', 'writer', \n",
    "                        'cleaner', 'receptionist']\n",
    "    \n",
    "    male_stereotype = ['construction worker', 'janitor', 'laborer', 'developer', 'supervisor',\n",
    "                       'cook', 'manager', 'carpenter', 'sheriff', 'mover', 'guard', 'analyst',\n",
    "                       'lawyer', 'mechanic', 'physician', 'CEO', 'driver', 'chief', 'farmer', 'salesperson']\n",
    "    \n",
    "    results = defaultdict(lambda: defaultdict(int))\n",
    "\n",
    "    for idx, row in data.iterrows():\n",
    "        expected_output = row[\"Profession\"] + \"-\" + row[\"Target gender\"]\n",
    "    \n",
    "        if expected_output not in variants:\n",
    "            continue\n",
    "    \n",
    "    \n",
    "        translation_options = variants[expected_output]\n",
    "        matched = row[\"Matched profession\"]\n",
    "        # to discard nans\n",
    "        if type(matched) == str: \n",
    "            results[matched]['count'] += 1\n",
    "\n",
    "        correct = False\n",
    "        if matched in translation_options and row[\"Target gender\"] == row[\"Predicted gender\"]:\n",
    "            results[matched]['correct'] += 1\n",
    "            correct = True\n",
    "        elif row[\"Target gender\"] == row[\"Predicted gender\"]:\n",
    "            correct = True # matching faild but gender is correctly predicted\n",
    "\n",
    "        else:\n",
    "            correct = False\n",
    "        \n",
    "    \n",
    "        for to in translation_options:\n",
    "            results[to]['gender'] = row[\"Target gender\"]\n",
    "            results[to]['src profession'] = row[\"Profession\"]\n",
    "            if not correct:\n",
    "                results[to]['miss'] += 1\n",
    "\n",
    "    # compute number of tokens\n",
    "    tokenizer = MarianTokenizer.from_pretrained(f\"Helsinki-NLP/{translator}-{src_lang}-{tgt_lang}\")\n",
    "    for tgt_word in results.keys():\n",
    "        with tokenizer.as_target_tokenizer():\n",
    "            tokenized = tokenizer(tgt_word)['input_ids']\n",
    "            num_tokens = len(tokenized) - 1\n",
    "            last_token = tokenizer._convert_id_to_token(tokenized[-2])\n",
    "\n",
    "        results[tgt_word]['last token'] = last_token\n",
    "        results[tgt_word]['tokens'] = num_tokens\n",
    "        \n",
    "        if (results[tgt_word]['gender'] == \"female\" and results[tgt_word]['src profession'] in female_stereotype) \\\n",
    "            or (results[tgt_word]['gender'] == \"male\" and results[tgt_word]['src profession'] in male_stereotype):\n",
    "            results[tgt_word]['stereotype'] = \"pro\"\n",
    "        else:\n",
    "            results[tgt_word]['stereotype'] = \"anti\"\n",
    "        \n",
    "    \n",
    "    # save in pd DataFrame format\n",
    "    \n",
    "    df = pd.DataFrame(results).transpose()\n",
    "    df = df.fillna(0)\n",
    "    df.index.name = 'word'\n",
    "    df['characters'] = df.index.map(lambda w: len(w))\n",
    "    \n",
    "    df = df.sort_values(by=['count'])\n",
    "    df['characters_by_tokens'] = df['characters'] / df['tokens']\n",
    "    df['recall'] = df['correct']  / (df['correct'] + df['miss'])\n",
    "    df['recall 2'] = df['correct']  / df['count']\n",
    "    \n",
    "    df['gender bin'] = df['gender'] == \"male\"\n",
    "    \n",
    "#     df = df[df[\"count\"] > 0]\n",
    "    prof_means = df.groupby('src profession')['recall'].mean()\n",
    "\n",
    "    df = df.reset_index().merge(prof_means,on='src profession', suffixes=('', '_prof_mean'), left_index=True, how=\"left\").set_index(\"word\")\n",
    "    \n",
    "    df['recall stand.'] =df['recall'] - df['recall_prof_mean']\n",
    "    df['morphological'] = df['last token'].isin(('ת', 'in'))\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "19634011",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_de = get_lexical_results(data_de, variants_de, translator, src_lang, \"de\")\n",
    "results_he = get_lexical_results(data_he, variants_he, translator, src_lang, \"he\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "da9decfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>correct</th>\n",
       "      <th>gender</th>\n",
       "      <th>src profession</th>\n",
       "      <th>last token</th>\n",
       "      <th>tokens</th>\n",
       "      <th>stereotype</th>\n",
       "      <th>miss</th>\n",
       "      <th>characters</th>\n",
       "      <th>characters_by_tokens</th>\n",
       "      <th>recall</th>\n",
       "      <th>recall 2</th>\n",
       "      <th>gender bin</th>\n",
       "      <th>recall_prof_mean</th>\n",
       "      <th>recall stand.</th>\n",
       "      <th>morphological</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>word</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Begleiterin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>attendant</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>26</td>\n",
       "      <td>11</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.467742</td>\n",
       "      <td>-0.467742</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mediziner</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "      <td>physician</td>\n",
       "      <td>er</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>0.382114</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tischlerin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>carpenter</td>\n",
       "      <td>in</td>\n",
       "      <td>3</td>\n",
       "      <td>anti</td>\n",
       "      <td>30</td>\n",
       "      <td>10</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.062771</td>\n",
       "      <td>-0.062771</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Landwirtin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>farmer</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.341270</td>\n",
       "      <td>-0.341270</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geschäftsführerin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>manager</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>46</td>\n",
       "      <td>17</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.406410</td>\n",
       "      <td>-0.406410</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bäcker</th>\n",
       "      <td>79</td>\n",
       "      <td>40</td>\n",
       "      <td>male</td>\n",
       "      <td>baker</td>\n",
       "      <td>▁Bäcker</td>\n",
       "      <td>1</td>\n",
       "      <td>anti</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.952381</td>\n",
       "      <td>0.506329</td>\n",
       "      <td>True</td>\n",
       "      <td>0.488690</td>\n",
       "      <td>0.463690</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hausmeister</th>\n",
       "      <td>82</td>\n",
       "      <td>44</td>\n",
       "      <td>male</td>\n",
       "      <td>janitor</td>\n",
       "      <td>meister</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.536585</td>\n",
       "      <td>True</td>\n",
       "      <td>0.568182</td>\n",
       "      <td>0.431818</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Empfangsdame</th>\n",
       "      <td>82</td>\n",
       "      <td>42</td>\n",
       "      <td>female</td>\n",
       "      <td>receptionist</td>\n",
       "      <td>e</td>\n",
       "      <td>4</td>\n",
       "      <td>pro</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.512195</td>\n",
       "      <td>False</td>\n",
       "      <td>0.341463</td>\n",
       "      <td>0.658537</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Buchhalter</th>\n",
       "      <td>84</td>\n",
       "      <td>44</td>\n",
       "      <td>male</td>\n",
       "      <td>accountant</td>\n",
       "      <td>halter</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.523810</td>\n",
       "      <td>True</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.636364</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Krankenschwester</th>\n",
       "      <td>84</td>\n",
       "      <td>42</td>\n",
       "      <td>female</td>\n",
       "      <td>nurse</td>\n",
       "      <td>Krankenschwester</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>128 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   count  correct  gender src profession        last token  \\\n",
       "word                                                                         \n",
       "Begleiterin            0        0  female      attendant                in   \n",
       "Mediziner              0        0    male      physician                er   \n",
       "Tischlerin             0        0  female      carpenter                in   \n",
       "Landwirtin             0        0  female         farmer                in   \n",
       "Geschäftsführerin      0        0  female        manager                in   \n",
       "...                  ...      ...     ...            ...               ...   \n",
       "Bäcker                79       40    male          baker           ▁Bäcker   \n",
       "Hausmeister           82       44    male        janitor           meister   \n",
       "Empfangsdame          82       42  female   receptionist                 e   \n",
       "Buchhalter            84       44    male     accountant            halter   \n",
       "Krankenschwester      84       42  female          nurse  Krankenschwester   \n",
       "\n",
       "                   tokens stereotype  miss  characters  characters_by_tokens  \\\n",
       "word                                                                           \n",
       "Begleiterin             2        pro    26          11              5.500000   \n",
       "Mediziner               2        pro     0           9              4.500000   \n",
       "Tischlerin              3       anti    30          10              3.333333   \n",
       "Landwirtin              2       anti    19          10              5.000000   \n",
       "Geschäftsführerin       2       anti    46          17              8.500000   \n",
       "...                   ...        ...   ...         ...                   ...   \n",
       "Bäcker                  1       anti     2           6              6.000000   \n",
       "Hausmeister             2        pro     0          11              5.500000   \n",
       "Empfangsdame            4        pro     0          12              3.000000   \n",
       "Buchhalter              2       anti     0          10              5.000000   \n",
       "Krankenschwester        2        pro     0          16              8.000000   \n",
       "\n",
       "                     recall  recall 2  gender bin  recall_prof_mean  \\\n",
       "word                                                                  \n",
       "Begleiterin        0.000000       NaN       False          0.467742   \n",
       "Mediziner               NaN       NaN        True          0.382114   \n",
       "Tischlerin         0.000000       NaN       False          0.062771   \n",
       "Landwirtin         0.000000       NaN       False          0.341270   \n",
       "Geschäftsführerin  0.000000       NaN       False          0.406410   \n",
       "...                     ...       ...         ...               ...   \n",
       "Bäcker             0.952381  0.506329        True          0.488690   \n",
       "Hausmeister        1.000000  0.536585        True          0.568182   \n",
       "Empfangsdame       1.000000  0.512195       False          0.341463   \n",
       "Buchhalter         1.000000  0.523810        True          0.363636   \n",
       "Krankenschwester   1.000000  0.500000       False          0.333333   \n",
       "\n",
       "                   recall stand.  morphological  \n",
       "word                                             \n",
       "Begleiterin            -0.467742           True  \n",
       "Mediziner                    NaN          False  \n",
       "Tischlerin             -0.062771           True  \n",
       "Landwirtin             -0.341270           True  \n",
       "Geschäftsführerin      -0.406410           True  \n",
       "...                          ...            ...  \n",
       "Bäcker                  0.463690          False  \n",
       "Hausmeister             0.431818          False  \n",
       "Empfangsdame            0.658537          False  \n",
       "Buchhalter              0.636364          False  \n",
       "Krankenschwester        0.666667          False  \n",
       "\n",
       "[128 rows x 16 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_de"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "52d9dc94",
   "metadata": {},
   "outputs": [
    {
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       "      <th>stereotype</th>\n",
       "      <th>miss</th>\n",
       "      <th>characters</th>\n",
       "      <th>characters_by_tokens</th>\n",
       "      <th>recall</th>\n",
       "      <th>recall 2</th>\n",
       "      <th>gender bin</th>\n",
       "      <th>recall_prof_mean</th>\n",
       "      <th>recall stand.</th>\n",
       "      <th>morphological</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>word</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Begleiterin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>attendant</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>26</td>\n",
       "      <td>11</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.467742</td>\n",
       "      <td>-0.467742</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tischlerin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>carpenter</td>\n",
       "      <td>in</td>\n",
       "      <td>3</td>\n",
       "      <td>anti</td>\n",
       "      <td>30</td>\n",
       "      <td>10</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.062771</td>\n",
       "      <td>-0.062771</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Landwirtin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>farmer</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>19</td>\n",
       "      <td>10</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.341270</td>\n",
       "      <td>-0.341270</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Geschäftsführerin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>manager</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>46</td>\n",
       "      <td>17</td>\n",
       "      <td>8.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.406410</td>\n",
       "      <td>-0.406410</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wächterin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>guard</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sachbearbeiterin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>clerk</td>\n",
       "      <td>in</td>\n",
       "      <td>4</td>\n",
       "      <td>pro</td>\n",
       "      <td>28</td>\n",
       "      <td>16</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.085811</td>\n",
       "      <td>-0.085811</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Betreuerin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>supervisor</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>16</td>\n",
       "      <td>10</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.178788</td>\n",
       "      <td>-0.178788</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Umzugshelferin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>mover</td>\n",
       "      <td>in</td>\n",
       "      <td>4</td>\n",
       "      <td>anti</td>\n",
       "      <td>30</td>\n",
       "      <td>14</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lektorin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>editor</td>\n",
       "      <td>in</td>\n",
       "      <td>4</td>\n",
       "      <td>pro</td>\n",
       "      <td>28</td>\n",
       "      <td>8</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.339487</td>\n",
       "      <td>-0.339487</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Handwerkerin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>mechanic</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>30</td>\n",
       "      <td>12</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.207215</td>\n",
       "      <td>-0.207215</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Händlerin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>salesperson</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>29</td>\n",
       "      <td>9</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.436508</td>\n",
       "      <td>-0.436508</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rechtsanwältin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>lawyer</td>\n",
       "      <td>in</td>\n",
       "      <td>5</td>\n",
       "      <td>anti</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.225102</td>\n",
       "      <td>-0.225102</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Steuerberaterin</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>accountant</td>\n",
       "      <td>in</td>\n",
       "      <td>3</td>\n",
       "      <td>pro</td>\n",
       "      <td>40</td>\n",
       "      <td>15</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>-0.363636</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Herausgeberin</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>editor</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>28</td>\n",
       "      <td>13</td>\n",
       "      <td>6.500000</td>\n",
       "      <td>0.034483</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.339487</td>\n",
       "      <td>-0.305005</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Frisörin</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>hairdresser</td>\n",
       "      <td>in</td>\n",
       "      <td>4</td>\n",
       "      <td>pro</td>\n",
       "      <td>36</td>\n",
       "      <td>8</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.027027</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.269562</td>\n",
       "      <td>-0.242535</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bäckerin</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>baker</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>39</td>\n",
       "      <td>8</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.025000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.488690</td>\n",
       "      <td>-0.463690</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fahrerin</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>female</td>\n",
       "      <td>driver</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.051282</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.513141</td>\n",
       "      <td>-0.461859</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schneiderin</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>tailor</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>37</td>\n",
       "      <td>11</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>0.075000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.537500</td>\n",
       "      <td>-0.462500</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Schreinerin</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>carpenter</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>30</td>\n",
       "      <td>11</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.062771</td>\n",
       "      <td>0.028139</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Friseurin</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>female</td>\n",
       "      <td>hairdresser</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>36</td>\n",
       "      <td>9</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.269562</td>\n",
       "      <td>-0.169562</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Buchhalterin</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>female</td>\n",
       "      <td>accountant</td>\n",
       "      <td>in</td>\n",
       "      <td>3</td>\n",
       "      <td>pro</td>\n",
       "      <td>40</td>\n",
       "      <td>12</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>-0.272727</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hausmeisterin</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>female</td>\n",
       "      <td>janitor</td>\n",
       "      <td>in</td>\n",
       "      <td>3</td>\n",
       "      <td>anti</td>\n",
       "      <td>38</td>\n",
       "      <td>13</td>\n",
       "      <td>4.333333</td>\n",
       "      <td>0.136364</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.568182</td>\n",
       "      <td>-0.431818</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Redakteurin</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>female</td>\n",
       "      <td>editor</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>28</td>\n",
       "      <td>11</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.339487</td>\n",
       "      <td>-0.117265</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Analystin</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>female</td>\n",
       "      <td>analyst</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>18</td>\n",
       "      <td>9</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.497756</td>\n",
       "      <td>-0.164423</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Chefin</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>female</td>\n",
       "      <td>manager</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>56</td>\n",
       "      <td>6</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.138462</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.406410</td>\n",
       "      <td>-0.267949</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Entwicklerin</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>female</td>\n",
       "      <td>developer</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>30</td>\n",
       "      <td>12</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>-0.375000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Verkäuferin</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>female</td>\n",
       "      <td>salesperson</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>29</td>\n",
       "      <td>11</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>0.309524</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.436508</td>\n",
       "      <td>-0.126984</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Managerin</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>female</td>\n",
       "      <td>manager</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>26</td>\n",
       "      <td>9</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.406410</td>\n",
       "      <td>-0.056410</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anwältin</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>female</td>\n",
       "      <td>lawyer</td>\n",
       "      <td>in</td>\n",
       "      <td>4</td>\n",
       "      <td>anti</td>\n",
       "      <td>25</td>\n",
       "      <td>8</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.225102</td>\n",
       "      <td>0.149898</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arbeiterin</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>female</td>\n",
       "      <td>laborer</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.435897</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.692949</td>\n",
       "      <td>-0.257051</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Beraterin</th>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>female</td>\n",
       "      <td>counselor</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>0.439024</td>\n",
       "      <td>0.947368</td>\n",
       "      <td>False</td>\n",
       "      <td>0.690941</td>\n",
       "      <td>-0.251916</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bauarbeiterin</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>female</td>\n",
       "      <td>construction worker</td>\n",
       "      <td>in</td>\n",
       "      <td>3</td>\n",
       "      <td>anti</td>\n",
       "      <td>16</td>\n",
       "      <td>13</td>\n",
       "      <td>4.333333</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.787179</td>\n",
       "      <td>-0.187179</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Assistentin</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>female</td>\n",
       "      <td>assistant</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>5.500000</td>\n",
       "      <td>0.684211</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.675439</td>\n",
       "      <td>0.008772</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Designerin</th>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>female</td>\n",
       "      <td>designer</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.875000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kassiererin</th>\n",
       "      <td>65</td>\n",
       "      <td>41</td>\n",
       "      <td>female</td>\n",
       "      <td>cashier</td>\n",
       "      <td>in</td>\n",
       "      <td>4</td>\n",
       "      <td>pro</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>2.750000</td>\n",
       "      <td>0.976190</td>\n",
       "      <td>0.630769</td>\n",
       "      <td>False</td>\n",
       "      <td>0.702381</td>\n",
       "      <td>0.273810</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sekretärin</th>\n",
       "      <td>71</td>\n",
       "      <td>39</td>\n",
       "      <td>female</td>\n",
       "      <td>secretary</td>\n",
       "      <td>in</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.975000</td>\n",
       "      <td>0.549296</td>\n",
       "      <td>False</td>\n",
       "      <td>0.587500</td>\n",
       "      <td>0.387500</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   count  correct  gender       src profession last token  \\\n",
       "word                                                                        \n",
       "Begleiterin            0        0  female            attendant         in   \n",
       "Tischlerin             0        0  female            carpenter         in   \n",
       "Landwirtin             0        0  female               farmer         in   \n",
       "Geschäftsführerin      0        0  female              manager         in   \n",
       "Wächterin              0        0  female                guard         in   \n",
       "Sachbearbeiterin       0        0  female                clerk         in   \n",
       "Betreuerin             0        0  female           supervisor         in   \n",
       "Umzugshelferin         0        0  female                mover         in   \n",
       "Lektorin               0        0  female               editor         in   \n",
       "Handwerkerin           0        0  female             mechanic         in   \n",
       "Händlerin              0        0  female          salesperson         in   \n",
       "Rechtsanwältin         0        0  female               lawyer         in   \n",
       "Steuerberaterin        0        0  female           accountant         in   \n",
       "Herausgeberin          1        1  female               editor         in   \n",
       "Frisörin               1        1  female          hairdresser         in   \n",
       "Bäckerin               1        1  female                baker         in   \n",
       "Fahrerin               2        2  female               driver         in   \n",
       "Schneiderin            3        3  female               tailor         in   \n",
       "Schreinerin            3        3  female            carpenter         in   \n",
       "Friseurin              4        4  female          hairdresser         in   \n",
       "Buchhalterin           4        4  female           accountant         in   \n",
       "Hausmeisterin          6        6  female              janitor         in   \n",
       "Redakteurin            8        8  female               editor         in   \n",
       "Analystin              9        9  female              analyst         in   \n",
       "Chefin                 9        9  female              manager         in   \n",
       "Entwicklerin          10       10  female            developer         in   \n",
       "Verkäuferin           13       13  female          salesperson         in   \n",
       "Managerin             14       14  female              manager         in   \n",
       "Anwältin              15       15  female               lawyer         in   \n",
       "Arbeiterin            17       17  female              laborer         in   \n",
       "Beraterin             19       18  female            counselor         in   \n",
       "Bauarbeiterin         24       24  female  construction worker         in   \n",
       "Assistentin           26       26  female            assistant         in   \n",
       "Designerin            35       35  female             designer         in   \n",
       "Kassiererin           65       41  female              cashier         in   \n",
       "Sekretärin            71       39  female            secretary         in   \n",
       "\n",
       "                   tokens stereotype  miss  characters  characters_by_tokens  \\\n",
       "word                                                                           \n",
       "Begleiterin             2        pro    26          11              5.500000   \n",
       "Tischlerin              3       anti    30          10              3.333333   \n",
       "Landwirtin              2       anti    19          10              5.000000   \n",
       "Geschäftsführerin       2       anti    46          17              8.500000   \n",
       "Wächterin               2       anti    10           9              4.500000   \n",
       "Sachbearbeiterin        4        pro    28          16              4.000000   \n",
       "Betreuerin              2       anti    16          10              5.000000   \n",
       "Umzugshelferin          4       anti    30          14              3.500000   \n",
       "Lektorin                4        pro    28           8              2.000000   \n",
       "Handwerkerin            2       anti    30          12              6.000000   \n",
       "Händlerin               2       anti    29           9              4.500000   \n",
       "Rechtsanwältin          5       anti    25          14              2.800000   \n",
       "Steuerberaterin         3        pro    40          15              5.000000   \n",
       "Herausgeberin           2        pro    28          13              6.500000   \n",
       "Frisörin                4        pro    36           8              2.000000   \n",
       "Bäckerin                2        pro    39           8              4.000000   \n",
       "Fahrerin                2       anti    37           8              4.000000   \n",
       "Schneiderin             2        pro    37          11              5.500000   \n",
       "Schreinerin             2       anti    30          11              5.500000   \n",
       "Friseurin               2        pro    36           9              4.500000   \n",
       "Buchhalterin            3        pro    40          12              4.000000   \n",
       "Hausmeisterin           3       anti    38          13              4.333333   \n",
       "Redakteurin             2        pro    28          11              5.500000   \n",
       "Analystin               2       anti    18           9              4.500000   \n",
       "Chefin                  2       anti    56           6              3.000000   \n",
       "Entwicklerin            2       anti    30          12              6.000000   \n",
       "Verkäuferin             2       anti    29          11              5.500000   \n",
       "Managerin               2       anti    26           9              4.500000   \n",
       "Anwältin                4       anti    25           8              2.000000   \n",
       "Arbeiterin              2       anti    22          10              5.000000   \n",
       "Beraterin               2        pro    23           9              4.500000   \n",
       "Bauarbeiterin           3       anti    16          13              4.333333   \n",
       "Assistentin             2        pro    12          11              5.500000   \n",
       "Designerin              2        pro     5          10              5.000000   \n",
       "Kassiererin             4        pro     1          11              2.750000   \n",
       "Sekretärin              2        pro     1          10              5.000000   \n",
       "\n",
       "                     recall  recall 2  gender bin  recall_prof_mean  \\\n",
       "word                                                                  \n",
       "Begleiterin        0.000000       NaN       False          0.467742   \n",
       "Tischlerin         0.000000       NaN       False          0.062771   \n",
       "Landwirtin         0.000000       NaN       False          0.341270   \n",
       "Geschäftsführerin  0.000000       NaN       False          0.406410   \n",
       "Wächterin          0.000000       NaN       False          0.000000   \n",
       "Sachbearbeiterin   0.000000       NaN       False          0.085811   \n",
       "Betreuerin         0.000000       NaN       False          0.178788   \n",
       "Umzugshelferin     0.000000       NaN       False          0.000000   \n",
       "Lektorin           0.000000       NaN       False          0.339487   \n",
       "Handwerkerin       0.000000       NaN       False          0.207215   \n",
       "Händlerin          0.000000       NaN       False          0.436508   \n",
       "Rechtsanwältin     0.000000       NaN       False          0.225102   \n",
       "Steuerberaterin    0.000000       NaN       False          0.363636   \n",
       "Herausgeberin      0.034483  1.000000       False          0.339487   \n",
       "Frisörin           0.027027  1.000000       False          0.269562   \n",
       "Bäckerin           0.025000  1.000000       False          0.488690   \n",
       "Fahrerin           0.051282  1.000000       False          0.513141   \n",
       "Schneiderin        0.075000  1.000000       False          0.537500   \n",
       "Schreinerin        0.090909  1.000000       False          0.062771   \n",
       "Friseurin          0.100000  1.000000       False          0.269562   \n",
       "Buchhalterin       0.090909  1.000000       False          0.363636   \n",
       "Hausmeisterin      0.136364  1.000000       False          0.568182   \n",
       "Redakteurin        0.222222  1.000000       False          0.339487   \n",
       "Analystin          0.333333  1.000000       False          0.497756   \n",
       "Chefin             0.138462  1.000000       False          0.406410   \n",
       "Entwicklerin       0.250000  1.000000       False          0.625000   \n",
       "Verkäuferin        0.309524  1.000000       False          0.436508   \n",
       "Managerin          0.350000  1.000000       False          0.406410   \n",
       "Anwältin           0.375000  1.000000       False          0.225102   \n",
       "Arbeiterin         0.435897  1.000000       False          0.692949   \n",
       "Beraterin          0.439024  0.947368       False          0.690941   \n",
       "Bauarbeiterin      0.600000  1.000000       False          0.787179   \n",
       "Assistentin        0.684211  1.000000       False          0.675439   \n",
       "Designerin         0.875000  1.000000       False          0.625000   \n",
       "Kassiererin        0.976190  0.630769       False          0.702381   \n",
       "Sekretärin         0.975000  0.549296       False          0.587500   \n",
       "\n",
       "                   recall stand.  morphological  \n",
       "word                                             \n",
       "Begleiterin            -0.467742           True  \n",
       "Tischlerin             -0.062771           True  \n",
       "Landwirtin             -0.341270           True  \n",
       "Geschäftsführerin      -0.406410           True  \n",
       "Wächterin               0.000000           True  \n",
       "Sachbearbeiterin       -0.085811           True  \n",
       "Betreuerin             -0.178788           True  \n",
       "Umzugshelferin          0.000000           True  \n",
       "Lektorin               -0.339487           True  \n",
       "Handwerkerin           -0.207215           True  \n",
       "Händlerin              -0.436508           True  \n",
       "Rechtsanwältin         -0.225102           True  \n",
       "Steuerberaterin        -0.363636           True  \n",
       "Herausgeberin          -0.305005           True  \n",
       "Frisörin               -0.242535           True  \n",
       "Bäckerin               -0.463690           True  \n",
       "Fahrerin               -0.461859           True  \n",
       "Schneiderin            -0.462500           True  \n",
       "Schreinerin             0.028139           True  \n",
       "Friseurin              -0.169562           True  \n",
       "Buchhalterin           -0.272727           True  \n",
       "Hausmeisterin          -0.431818           True  \n",
       "Redakteurin            -0.117265           True  \n",
       "Analystin              -0.164423           True  \n",
       "Chefin                 -0.267949           True  \n",
       "Entwicklerin           -0.375000           True  \n",
       "Verkäuferin            -0.126984           True  \n",
       "Managerin              -0.056410           True  \n",
       "Anwältin                0.149898           True  \n",
       "Arbeiterin             -0.257051           True  \n",
       "Beraterin              -0.251916           True  \n",
       "Bauarbeiterin          -0.187179           True  \n",
       "Assistentin             0.008772           True  \n",
       "Designerin              0.250000           True  \n",
       "Kassiererin             0.273810           True  \n",
       "Sekretärin              0.387500           True  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_de[results_de[\"morphological\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e5ccbbae",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>correct</th>\n",
       "      <th>gender</th>\n",
       "      <th>src profession</th>\n",
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       "      <th>gender bin</th>\n",
       "      <th>recall_prof_mean</th>\n",
       "      <th>recall stand.</th>\n",
       "      <th>morphological</th>\n",
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       "      <th>word</th>\n",
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       "      <th>מטפלת</th>\n",
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       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>attendant</td>\n",
       "      <td>▁מטפלת</td>\n",
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       "      <td>0.0</td>\n",
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       "      <th>מעצב שיער</th>\n",
       "      <td>0</td>\n",
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       "      <td>hairdresser</td>\n",
       "      <td>▁שיער</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>17</td>\n",
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       "      <td>4.5</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>hairdresser</td>\n",
       "      <td>▁השיער</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>17</td>\n",
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       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>True</td>\n",
       "      <td>0.172561</td>\n",
       "      <td>-0.172561</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>איש מכירות</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>male</td>\n",
       "      <td>salesperson</td>\n",
       "      <td>▁מכירות</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
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       "      <td>10</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>0.166667</td>\n",
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       "      <td>False</td>\n",
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       "      <th>עקרת הבית</th>\n",
       "      <td>0</td>\n",
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       "      <td>female</td>\n",
       "      <td>housekeeper</td>\n",
       "      <td>▁הבית</td>\n",
       "      <td>2</td>\n",
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       "      <td>9</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.000000</td>\n",
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       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>מורה</th>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>female</td>\n",
       "      <td>teacher</td>\n",
       "      <td>▁מורה</td>\n",
       "      <td>1</td>\n",
       "      <td>pro</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>נגר</th>\n",
       "      <td>84</td>\n",
       "      <td>42</td>\n",
       "      <td>male</td>\n",
       "      <td>carpenter</td>\n",
       "      <td>▁נגר</td>\n",
       "      <td>1</td>\n",
       "      <td>pro</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>True</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>אחות</th>\n",
       "      <td>84</td>\n",
       "      <td>42</td>\n",
       "      <td>female</td>\n",
       "      <td>nurse</td>\n",
       "      <td>▁אחות</td>\n",
       "      <td>1</td>\n",
       "      <td>pro</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>אופה</th>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>female</td>\n",
       "      <td>baker</td>\n",
       "      <td>פה</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>שרת</th>\n",
       "      <td>86</td>\n",
       "      <td>44</td>\n",
       "      <td>male</td>\n",
       "      <td>janitor</td>\n",
       "      <td>▁שרת</td>\n",
       "      <td>1</td>\n",
       "      <td>pro</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.511628</td>\n",
       "      <td>True</td>\n",
       "      <td>0.522727</td>\n",
       "      <td>0.477273</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>102 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            count  correct  gender src profession last token  tokens  \\\n",
       "word                                                                   \n",
       "מטפלת           0        0  female      attendant     ▁מטפלת       1   \n",
       "מעצב שיער       0        0    male    hairdresser      ▁שיער       2   \n",
       "מעצב השיער      0        0    male    hairdresser     ▁השיער       2   \n",
       "איש מכירות      0        0    male    salesperson    ▁מכירות       2   \n",
       "עקרת הבית       0        0  female    housekeeper      ▁הבית       2   \n",
       "...           ...      ...     ...            ...        ...     ...   \n",
       "מורה           84       84  female        teacher      ▁מורה       1   \n",
       "נגר            84       42    male      carpenter       ▁נגר       1   \n",
       "אחות           84       42  female          nurse      ▁אחות       1   \n",
       "אופה           84       84  female          baker         פה       2   \n",
       "שרת            86       44    male        janitor       ▁שרת       1   \n",
       "\n",
       "           stereotype  miss  characters  characters_by_tokens  recall  \\\n",
       "word                                                                    \n",
       "מטפלת             pro    10           5                   5.0     0.0   \n",
       "מעצב שיער        anti    17           9                   4.5     0.0   \n",
       "מעצב השיער       anti    17          10                   5.0     0.0   \n",
       "איש מכירות        pro     2          10                   5.0     0.0   \n",
       "עקרת הבית         pro     1           9                   4.5     0.0   \n",
       "...               ...   ...         ...                   ...     ...   \n",
       "מורה              pro     0           4                   4.0     1.0   \n",
       "נגר               pro     0           3                   3.0     1.0   \n",
       "אחות              pro     0           4                   4.0     1.0   \n",
       "אופה              pro     0           4                   2.0     1.0   \n",
       "שרת               pro     0           3                   3.0     1.0   \n",
       "\n",
       "            recall 2  gender bin  recall_prof_mean  recall stand.  \\\n",
       "word                                                                \n",
       "מטפלת            NaN       False          0.000000       0.000000   \n",
       "מעצב שיער        NaN        True          0.172561      -0.172561   \n",
       "מעצב השיער       NaN        True          0.172561      -0.172561   \n",
       "איש מכירות       NaN        True          0.166667      -0.166667   \n",
       "עקרת הבית        NaN       False          0.000000       0.000000   \n",
       "...              ...         ...               ...            ...   \n",
       "מורה        1.000000       False          1.000000       0.000000   \n",
       "נגר         0.500000        True          0.500000       0.500000   \n",
       "אחות        0.500000       False          0.500000       0.500000   \n",
       "אופה        1.000000       False          1.000000       0.000000   \n",
       "שרת         0.511628        True          0.522727       0.477273   \n",
       "\n",
       "            morphological  \n",
       "word                       \n",
       "מטפלת               False  \n",
       "מעצב שיער           False  \n",
       "מעצב השיער          False  \n",
       "איש מכירות          False  \n",
       "עקרת הבית           False  \n",
       "...                   ...  \n",
       "מורה                False  \n",
       "נגר                 False  \n",
       "אחות                False  \n",
       "אופה                False  \n",
       "שרת                 False  \n",
       "\n",
       "[102 rows x 16 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_he"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a8862048",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>correct</th>\n",
       "      <th>gender</th>\n",
       "      <th>src profession</th>\n",
       "      <th>last token</th>\n",
       "      <th>tokens</th>\n",
       "      <th>stereotype</th>\n",
       "      <th>miss</th>\n",
       "      <th>characters</th>\n",
       "      <th>characters_by_tokens</th>\n",
       "      <th>recall</th>\n",
       "      <th>recall 2</th>\n",
       "      <th>gender bin</th>\n",
       "      <th>recall_prof_mean</th>\n",
       "      <th>recall stand.</th>\n",
       "      <th>morphological</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>word</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th>חוואית</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>farmer</td>\n",
       "      <td>ת</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.410000</td>\n",
       "      <td>-0.410000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>חקלאית</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>farmer</td>\n",
       "      <td>ת</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.410000</td>\n",
       "      <td>-0.410000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>תופרת</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>female</td>\n",
       "      <td>tailor</td>\n",
       "      <td>ת</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>-0.333333</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>מפתחת</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>female</td>\n",
       "      <td>developer</td>\n",
       "      <td>ת</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>36</td>\n",
       "      <td>5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>-0.450000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>מכונאית</th>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>female</td>\n",
       "      <td>mechanic</td>\n",
       "      <td>ת</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>36</td>\n",
       "      <td>7</td>\n",
       "      <td>3.5</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.857143</td>\n",
       "      <td>False</td>\n",
       "      <td>0.559524</td>\n",
       "      <td>-0.416667</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>מעצבת</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>female</td>\n",
       "      <td>designer</td>\n",
       "      <td>ת</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>-0.400000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ספרית</th>\n",
       "      <td>25</td>\n",
       "      <td>18</td>\n",
       "      <td>female</td>\n",
       "      <td>hairdresser</td>\n",
       "      <td>ת</td>\n",
       "      <td>2</td>\n",
       "      <td>pro</td>\n",
       "      <td>22</td>\n",
       "      <td>5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.450000</td>\n",
       "      <td>0.720000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.172561</td>\n",
       "      <td>0.277439</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>מפקחת</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>female</td>\n",
       "      <td>supervisor</td>\n",
       "      <td>ת</td>\n",
       "      <td>2</td>\n",
       "      <td>anti</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>0.650000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>-0.162500</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         count  correct  gender src profession last token  tokens stereotype  \\\n",
       "word                                                                           \n",
       "חוואית       0        0  female         farmer          ת       2       anti   \n",
       "חקלאית       0        0  female         farmer          ת       2       anti   \n",
       "תופרת        0        0  female         tailor          ת       2        pro   \n",
       "מפתחת        4        4  female      developer          ת       2       anti   \n",
       "מכונאית      7        6  female       mechanic          ת       2       anti   \n",
       "מעצבת        8        8  female       designer          ת       2        pro   \n",
       "ספרית       25       18  female    hairdresser          ת       2        pro   \n",
       "מפקחת       26       26  female     supervisor          ת       2       anti   \n",
       "\n",
       "         miss  characters  characters_by_tokens    recall  recall 2  \\\n",
       "word                                                                  \n",
       "חוואית     38           6                   3.0  0.000000       NaN   \n",
       "חקלאית     38           6                   3.0  0.000000       NaN   \n",
       "תופרת      40           5                   2.5  0.000000       NaN   \n",
       "מפתחת      36           5                   2.5  0.100000  1.000000   \n",
       "מכונאית    36           7                   3.5  0.142857  0.857143   \n",
       "מעצבת      32           5                   2.5  0.200000  1.000000   \n",
       "ספרית      22           5                   2.5  0.450000  0.720000   \n",
       "מפקחת      14           5                   2.5  0.650000  1.000000   \n",
       "\n",
       "         gender bin  recall_prof_mean  recall stand.  morphological  \n",
       "word                                                                 \n",
       "חוואית        False          0.410000      -0.410000           True  \n",
       "חקלאית        False          0.410000      -0.410000           True  \n",
       "תופרת         False          0.333333      -0.333333           True  \n",
       "מפתחת         False          0.550000      -0.450000           True  \n",
       "מכונאית       False          0.559524      -0.416667           True  \n",
       "מעצבת         False          0.600000      -0.400000           True  \n",
       "ספרית         False          0.172561       0.277439           True  \n",
       "מפקחת         False          0.812500      -0.162500           True  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_he[results_he[\"morphological\"]]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f739ff48",
   "metadata": {},
   "source": [
    "# Plot resutls\n",
    "\n",
    "divided by gender "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6b0bed35",
   "metadata": {},
   "outputs": [],
   "source": [
    "# palette = {\n",
    "#     'male': sns.color_palette('Blues_r'),\n",
    "#     'female': sns.color_palette('Reds_r'),\n",
    "# }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4b9064e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 583.2x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"gender\", y=\"recall\",\n",
    "                data=results_de, kind=\"bar\", hue='gender',\n",
    "                hue_order = ['male', 'female'],\n",
    "                palette=sns.color_palette(['lightblue', 'brown']),\n",
    "                height=4.5, aspect=1.8)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('German: Recall for WinoMT professions in target language vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "70329af8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh0AAAEaCAYAAAC1jeXCAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAevUlEQVR4nO3debRcZZnv8e/DTBTQQEhUhgRE4SJpWMYJVAZFEBQVVHACR4ZLu5rbaqJtN+KAFyL32lcvjYxit9oigsBVRtuAA07ITFBAEobAgQQVEkBCwnP/2LugUtQ5p06dOruqTn0/a9Xa1Lun53DWSn559/u+OzITSZKkibZWtwuQJEmDwdAhSZIqYeiQJEmVMHRIkqRKGDokSVIlDB2SJKkS63S7gF6077775qWXXtrtMiRJ6kcx3A57OppYtmxZt0uQJGnSMXRIkqRKGDokSVIlDB2SJKkShg5JklQJQ4ckSaqEoUOSJFXC0CFJkiph6JAkSZUwdEiSpEoYOiRJUiUMHZIkqRKGDkmSVAlDhyRJqoShQ5IkVcLQIUmSKmHokCRJlTB0SJKkShg6JElSJQwdkiSpEoYOSZJUiXW6XYCGN3fuXIaGhpgxYwbz58/vdjmSJI2LoaOHDQ0NsWTJkm6XIUlSR/h4RZIkVcLQIUmSKmHokCRJlTB0SJKkShg6JElSJXo2dETE5hHxnYj4Y/n5QURs0eK5L4iIMyLiDxFxY0TcEhH/FBHrTnTdkiSpuZ6cMhsR6wFXALcBOwIJnAUsiIhdMnPFCOeuBVwMrAvslpkPRcQuwNXAVOCTE12/JEl6tl7t6TgMmA3My8xVmbkamAdsAxw1yrnbAzsDZ2bmQwCZeR1wOfC+CatYkiSNqFdDx0HA3Zl5Z60hM4eAheW+kawqt429OOsAa3esQkmSNCa9GjpmA4uatC8CdhrpxMy8DfgucEREzASIiL2AvYGvd7ZMSZLUql4NHZsBy5u0PwJMiYgNRzn/MIpxHbdHxH3ABcAxmfnF4U6IiMMj4pqIuGbp0qVtli1JkobTq6GjbRGxAbAAeCUwMzNfCOwBfCYiPjvceZl5WmbOycw506ZNq6ZYSZIGSK+GjmXARk3aNwYey8zHRzj3w8BrgU9l5hKAzLwWOAn4YkTs3OFaJUlSC3o1dNwIzGzSPgu4aZRza2M+bm9ovw0I4BXjqkySJLWlV0PH+cDWtYGgABExHdgBOK/+wIiYXq7NUfNgud2q4Zpbl9uHOluqJElqRa+GjrMpejROjIh1ylBxAsXslVNqB0XEbsB9wMkN5y4HvhQRG5XHbUWxKNidwCUV1C9Jkhr0ZOjIzJUUU1xXU6zNcSvFeI69GlYjXQE8DNxfd+4iikGkfwZ+FxE3ApeVn91GGQ8iSZImSE8ugw6QmQ8A7x3lmBsoljZvbP8DcMgElSZJktrQkz0dkiRp8jF0SJKkShg6JElSJQwdkiSpEoYOSZJUCUOHJEmqhKFDkiRVwtAhSZIqYeiQJEmV6NkVSfvFj29ZPGHXfnTlqqe3E3Gf/Xec2fFrSpI0HHs6JElSJQwdkiSpEoYOSZJUCUOHJEmqhKFDkiRVwtAhSZIqYeiQJEmVMHRIkqRKGDokSVIlDB2SJKkShg5JklQJQ4ckSaqEoUOSJFXC0CFJkiph6JAkSZUwdEiSpEpUEjoi4kUR8foq7iVJknpTVT0dhwALKrqXJEnqQeuMtLODvRPbdug6kiSpT40YOoArgaygDkmSNMmNFjpqogP3MrxIkjTAWg0d4w0MnQgtkiSpj7USOroSGCJic+CrwJyy6SbgmMy8t8Xz/w74ArAlMIXi57gwM+dOQLmSJHXF3LlzGRoaYsaMGcyfP7/b5YyoldBxCvD9cd7nYOCIVg+OiPWAK4DbgB0pelrOAhZExC6ZuWKU83cFfgC8KzN/WbYdDXwKMHSoK/rpDwZJ/WNoaIglS5Z0u4yWtBI6/pSZV43nJhHxCsbWY3IYMBt4R2auKq8xD1gCHAV8ZYR7BXAm8NVa4CidBtw5xtKljumnPxgkaSKMtk7HLOD0Dtzn1PJarToIuDsznw4JmTkELCz3jeS1wPbAj+obM/PJzLxkDDVIkqQOGjF0ZOZdmbm8A/fZEth9DMfPBhY1aV8E7DTKubuW200i4sKIuCUiboyIL0XEhmOoQZIkdVBVK5K+GfjmGI7fDGgWdh4BpowSHrYst/8JHJ+ZOwIfAD4IXDjcSRFxeERcExHXLF26dAylSpKkVoy2IumhHbrPnNEP6ZgNyu2ZmflbgMy8ISJOBL4WEbs3G6OSmadRjPtgzpw5rikiSVKHjTaQ9Gy6s6jXMmCjJu0bA49l5uMjnFvrIbm+of26cvsKYFwDYyVJ0tj16oqkN1IMBm00i2K9jpH8odw2PjpaPUy7JEmqQKt/Aec4P2N1PrB1RMysNUTEdGAH4Lz6AyNiekTU/xwXUwSM2Q3XfFm5/V0b9UiSpHFqJXREBz5jdTZFj8aJEbFOGSpOoJi9csrThUXsBtwHnFxry8x7gK8BR0fEduVxL6JYFOyKzFzQRj2SJGmcWnm8cjxwxjjvczjw6VYPzsyVEbE3xTLoCyl6S24G9mpYjXQF8DBwf8MlPkUxLuTiiFgNrEvRQ/K5tn+CLthk6qZrbCVJ6methI6/ZOZd47lJRPyFMfZ4ZOYDwHtHOeYGYGqT9tXAl8tP3zro6E90uwRJkjpmxNCRmR0ZdJmZJwEndeJakiSpP1UykyMiXhMRx1ZxL0mS1Juqmj66K302nkKSJHVWq+t0NFXOKtmXIlRMoxiw2czLhmmXJEkDou3QERHbAhfRfBGvZx1Od1Y2lSRJPaKt0BERGwCXAtt2thxJkjRZtdvT8X6KwNFq70UnllGXJEl9rN3QcUC5DWAlsBR4Ubl9rNy3NjCjvMdDFAt5SZKkAdXu7JWdKHo5jgKmAK8r2z+WmbPKz1bAc4CjgTuA7cZbrCRJ6l/tho7NgEsz89TMfIpnHrOs0XOSmU9m5ikUS5h/pP0yJUlSv2s3dKwH/L7u+6pyu8swxy9jlCXNJUnS5NbumI5lPBM0AB4pt5+IiIXAOWUPCBGxF/BRqluITJIk9aB2g8CDwM61L5m5nCKIrA98G3g8Iu6NiBXAFcCmwHPHV6okSepn7YaOW4G3RMShdW1XUcxmCYqVSV9IMci0Nl323naLlCRJ/a/d0PFfFI9mvhkRnyrb/q3c5jCf88ZRpyRJ6nPtho5LgJMpgsYNAJm5ADiu3B8Nn6vr9kmSpAHU1kDSzLwP+HiT9i9ExEXA2ykerzwM/Az4cW1gqSRJGkzjestsM5l5PXB9p68rSZL6m9NYJUlSJdp9y+w6wCkU71cBuC0zT2g45jhgT+D4zLx8PEVKkqT+1+7jlTdQLGueFANFz21yzNoU72S5JCL+OTP/Z5v3kiRJk0C7j1feWG5/AGyRmQc3OeYEirfR3gR8KSJe1ea91Gfmzp3LoYceyty5c7tdiiSph7Tb0/FKiqmyh2RmNjsgMx8FfhQRVwILgb8HftPm/dRHhoaGWLJkSbfLkCT1mHZ7Ol4MXDZc4KiXmSsoekR2a/NekiRpEmi3p2Mq8OgYjn8IeEGb95IkddDcuXMZGhpixowZzJ8/v9vlaICMZ8rsHmM49rWAi4NJUg+oPQIdGhrqdikaMO2GjoeAPSLicxGx3nAHRcR6EXEssA/FW2glSdKAavfxynUUy5wfC/xDRPwaWAysKPdvBMwCXgVsTDG19tpxVSpJkvpau6HjImD/8r+fR9GT0UzttfYJXNjmvSRJ0iTQ7uOVf6fo2YBnFghr9qm91n4R8N3xFCpJkvpbW6EjM58A3knxFtn6cNH4CeAR4ODMXNmJgiVJUn9qe/ZKZl5LMWbjCobv6fgJ8JrM/P34S21PRHwpIjIiPtitGiRJ0jhfbZ+ZtwP7RMRMiveszCh3DQE/z8zF7V47IjYHvgrMKZtuAo7JzHvHcI0tgH9stwZJktQ54wodNWW4WNyJa0Ex1ZaiB+U2YEeKRzVnAQsiYpdyldNWfBn4Kc8MepUkSV0ynsXBniUiNomI9TtwqcOA2cC8zFyVmauBecA2wFEt1vJyiqXXv96BeiRJ0jiNK3RExNoRcVhE/DQiVgB/ppw+GxHHRMSxEfH8Ni59EHB3Zt5Za8jMIYoXxx3U4jX+F/BZ4Ik27i9Jkjqs7ccrETEduIDijbPwzCyWmm2Bo4EjI+KAzLxmDJefTfFopdEi4A0t1PZ2YEPgHGD3MdxX4se3LJ6Q6z66ctXT24m4x/47zuz4NSWpk9rq6YiItSgCx6t4ZgGwRmcBpwGbARdFxMZjuMVmwPIm7Y8AUyJiwxFqWxc4EfhEK2/BrTvv8Ii4JiKuWbp06RhKlSRJrWj38crBFIGjth7Hs2TmdZl5JLAfMB04os17jdVRwC2Z+YuxnJSZp2XmnMycM23atAkqTZKkwTWe0AFFL8dfgeuBpo9PMvMnFEugj2UGyTKK97c02hh4LDMfb3ZSRDwP+AzFoFNJktRD2g0dcygGje6bmZtm5suBdzP8o5brgR3GcP0bgZlN2mdRrNcxnFcDq4BzI+L6iLgeOKPc94Wy7dgx1CFJkjqk3YGkmwEnZ+bldW0jjZ94DsWL4Vp1PnBqRMysLTBWDlzdgaIn42ll+9LMfCozLwW2bNi/B7AAODYzzx5DDZIkqYPa7elo+T0qETEFeNdYzgHOpujRODEi1ikHrp5AMXvllLpr7wbcB5w8hmtLkqQuaDd03A8cFRFHR8SMhn0JTy8UdgDwM4pHJQ+0evHy5XB7A6sp1ua4lWI8x14Nq5GuoHjp3P2N14iIzYd5vDKn8VhJkjTx2n28cjXFqqFfA74WEY8DtcGd34qItYHnlt9r63f8Ziw3yMwHgPeOcswNwNRh9j0I7DyWe0qSpInTbk/H2XX/HcAUYNPy+/MoZp7U3jRb859t3kuSJE0CbYWOzLyKYrBnrRejfr2ObPK5MjN/NO5qJUlS3xrPu1c+SPEm2PoejfoZLLX231JMp5UkSQOs7dCRmSsycx/gUODnFOtj1ILGauBXwJHA6zPzoQ7UKkmS+lhbA0kjYnVD01uBy3hmUOefy9fRS9KkNHfuXIaGhpgxYwbz58/vdjlSX2h39krtccoTFG9yvb0MGb4pTdJAGBoaYsmSJd0uQ+or7YaOJ4D1gCMz81sdrEeSJE1S7Y7pWFxuf92hOiRJ0iTXbuj4Qblt6SVuEfHuiPhpm/eSJEmTQLuh4wTgBuB/R8Q2LRy/JbB7m/eSJEmTQLtjOl4O/AvweeDmiDgHuApYQjHeo9G2bd5HUg9wpoakTmg3dFzJMwuBBcVaHYd2oiBJvceZGpI6od3QAWuuQhojHVh3nCRJGlDjCR05zH8300ookSRJk9h4QgcYJiRJUovGGzreAwy1cNzBwBHjvJckSepj4w0dv8rMu0c7KCJegb0ikqQBdsquu07IdR9ef31Yay0evueeCbvHUVdf3ZHrtBs69iy3rfRyAJwKnNvmvSRJ0iTQVujIzKvGePxyYHk795IkSZNDuyuSSpIkjYmhQ5IkVWK8A0nVx/p1UFOnBjRJkqplT4ckSaqEoUOSJFXC0CFJkiph6JAkSZVwIKkk9SgHe2uysadDkiRVwtAhSZIqYeiQJEmVMHRIkqRKGDokSVIlejZ0RMTmEfGdiPhj+flBRGzRwnkviIjPR8SNEXFzRPwhIs6PiJ2qqFuSJDXXk1NmI2I94ArgNmBHIIGzgAURsUtmrhjh9M8BewFvyMx7ImID4D+A30TEqzLzpgkuX+qKiZpeCU6xlNQZvdrTcRgwG5iXmasyczUwD9gGOKqF8+dn5j0Amfk34NPAhsDhE1SvJEkaRa+GjoOAuzPzzlpDZg4BC8t9I/l7il6ReveV2+d3rEJJkjQmvRo6ZgOLmrQvAkYcm1H2jDzV0PyScnvl+EuTJEnt6NXQsRmwvEn7I8CUiNhwjNc7HLiFYmyHJEnqgp4cSNpJEfEG4GDg9Zn5xAjHHU455mOrrbaqqDpJkgZHr/Z0LAM2atK+MfBYZj7eykUi4u+AbwEHZObCkY7NzNMyc05mzpk2bdqYC5ZGs8nUTXnetOlsMnXTbpciSV3Rqz0dNwLbN2mfBbQ05TUiZgMXAIdkpvPx1HUHHf2JbpcgSV3Vqz0d5wNbR8TMWkNETAd2AM6rPzAipkfEWg1ts4ELgQ9k5i/KthdExKkTXbgkSWquV0PH2RQ9GidGxDplqDiBYvbKKbWDImI3iumwJ9e17QT8F3AZMDMi3h8R76cY1/HSyn4CSZK0hp58vJKZKyNib+CrFGtzJHAzsFfDaqQrgIeB++vaPk8x++WI8lPvqgkrWpIkjagnQwdAZj4AvHeUY24Apja0HTiRdUmSpPb06uMVSZI0yRg6JElSJQwdkiSpEoYOSZJUCUOHJEmqRM/OXpGkTvjxLYsn5LqPrlz19Hai7iFNNvZ0SJKkShg6JElSJQwdkiSpEo7pkDSqKZnw1FPFVpLaZOiQNKrXr1zZ7RIkTQI+XpEkSZUwdEiSpEoYOiRJUiUMHZIkqRKGDkmSVAlnr6jjnF4pSWrG0KGOc3qlJKkZH69IkqRKGDokSVIlDB2SJKkShg5JklQJQ4ckSaqEs1ckacA4rV3dYuiQpAHjtHZ1i49XJElSJQwdkiSpEj5ekSSpj/XTGB1DhyRJfayfxuj4eEWSJFXC0CFJkiph6JAkSZUwdEiSpEr0bOiIiM0j4jsR8cfy84OI2KLFc9eNiC9GxB8i4uaIuDoiXjvRNUuSpOH1ZOiIiPWAK4D1gB2B/wY8CiyIiOe2cImvAwcDr8vMlwFnAZdHxM4TU7EkSRpNT4YO4DBgNjAvM1dl5mpgHrANcNRIJ0bES4HDgRMycylAZp4BLAKOn9CqJUnSsHo1dBwE3J2Zd9YaMnMIWFjuG8k7gAAWNLT/FHhTiz0lkiSpw3o1dMym6JlotAjYqYVznwLubnLuOhSPaiRJUsUie3DZ1IhYCVyWmW9taP828D5gSmY+Psy5lwOvycyNGto/CpwO7JeZlzQ573CKxzIALwX+OO4fpPdtBizrdhHqGH+fk4+/08llUH6fyzJz32Y7XAa9lJmnAad1u44qRcQ1mTmn23WoM/x9Tj7+TicXf5+9+3hlGbBRk/aNgceG6+WoO3dKRKzd5FyAhzpQnyRJGqNeDR03AjObtM8Cbmrh3LWALZucu4piMKokSapYr4aO84GtI2JmrSEipgM7AOfVHxgR0yOi/uf4IZDAHg3X3BO4PDNXTETBfWqgHicNAH+fk4+/08ll4H+fvTqQdD3gGuBWioGjTwFnAq8FdqkFh4jYDfgZcFpmHlV3/jcoQsZumbksIj4E/BvFANPrq/xZJElSoSd7OjJzJbA3sJriccitFGMy9mroqVgBPAzc33CJjwPnAr+MiJspZqW8ycAhSVL39GRPhyZWRLwA+CawT2ZGt+uRpEEQET+n6LGflZmLu1xOV/RkT4cmTkQcCPwK2LbbtWh8ImLniDg9Im6NiJsiYmFEfC0ipnW7NrUnIraNiJMi4vfl57aI+HlE7N/t2jQ+EXEQReAYaIaOwTOP4tHVL7tdiMbte8BUYE5m7kTxe30TxWPFDbtamdr1ZuAQ4ODMfDmwPcU/Ei6KiN27WpnaVo5TPAG4uNu1dJuhY/Dslpm3d7sIdcy8zHwUIDOXAF8BtgP262pVatcS4LjMvAMgM58CvkzxZ/XbulmYxuVo4HflZ6C5IumAycxV3a5BHTO7HHRd775y+/yqi9H4ZeYPmzTXFjZcWmUt6oyImAp8CngN8KEul9N19nRIfapJ4AB4CcU6NT+ruBxNgIh4EXAycG25Vf85Fvh2Zt7V7UJ6gaFDmiTKpf8/ApyZmbd1ux61rxxQegdwL7A28PbMfKTLZWmMImI74N3A8d2upVcYOqTJ41+AJ4FjulyHxikz/5SZLwY2AW4DboiIgZ/50IdOBE7IzIe7XUivMHRIk0C56u67gTfXBpaq/5W9G/8DeIBiVWX1iYh4HfAy4JRu19JLHEgq9bmI+ADwCYoVex/sdj1qXznV+W9Zt2pjZmZE3AS8MyLWz8wnulehxmBvikdjv4t4eg3GGeX24ohYCfxTZg7UNFp7OqQ+FhHvp1h75Y2ZOVS2vSUiDu9uZWrTJcCrm7TPBB4Bmg0eVg/KzGMzc9vM3Ln2Ab5R7t6vbBuowAH2dEh9KyLeB5xOMZbjjXX/mnodz34fkfrH5yPiPZn5UBS/1I8DrwC+WN8DIvUj370yYCLiKxTdfltRrOVwQ7nrlcNMwVSPiog/M/x6HJ/PzOMqLEcdUL45+6MUIWMVsAHwEMV4ju8aOvpTROxHscjbDGA6xUtMV5a9HwPF0CFJkirhmA5JklQJQ4ckSaqEoUOSJFXC0CFJkiph6JAkSZUwdEiSpEoYOiRJUiUMHZImXEScHRHZ5HNlt2uTVB1Dh6QqfA/4FHBntwuR1D2GDmlARcQHm/Q8zJyIe2XmpZl5EnDPRFxfUn8wdEiSpEoYOiRJUiUMHZIkqRKGDmnA1MZyAN9ssntR3fiOxU3O3Tgi/iEiLo2I+yLibxGxIiIWRcT3I+LdEbH2eGtrZZZLFN4WEeeU9380Ih6LiMVl2/7D3GPxMPc4LiK2iIj/GxG3l9d6NCJ+FxEfGaHmiIh3lPe8rfz/8WRELI2IhRFxSUScEBFvjQj/zNVA89X20oCJiB2BNwNzgIMbdn8Z+Ev53w9n5ul1570FOBvYtGy6A/gu8FzgQ8Dzy/YbgXdn5h+b3PtKYPe6pqsyc4+G2g4G5gFPAicAfwPuycxz6o6bAXwfeF3Z9FfgVGBj4MPA+mX7j4D3ZubyunM/BmwCfKWhvP8H7ARcADwOHAq8qG7/8Zn5zw0/z9rAecDb6pp/AvwaWAW8FDiwrp6NMnMF0oAydEgDKiI+yLN7O2Zl5uImx+4HXATUejGWAttn5p/L/a8Brq47ZQh4VWbe3XCdKxk5dGwKXAq8BNgvM3/ZpJbnlPeaXdf8tsy8qNx/BPCNun0XZOY7mlyn8Q+/BF6dmb8t9+8CXFu3/ylgm8y8q+4aHwHOqDvm1Mw8suE+OwC/ogg6hg4NNLv6JI0oIqZQ/MVa/9jk/FrgAMjMXwF/qNs/A/g/Y7zPDOBKYBvgDc0CR+kfWTNwPA78uO77OWseztsjYs8WSvh1LXAAZOZ1wPK6/WsBb204580N3+9ovGhm3krRQyQNPEOHpNEcCLygoe3GJsfd1PD97RGxRSs3iIitgZ8DM4E9MvOaEQ7/WMP3uzJzde1LZv6VZx4R1RzWQhnXN2n7a8P3lzR836Dh+2ci4sgyQNX7AsWjm8daqEOatAwdkkazR5O2B5q0PdikbfcmbWuIiO0oAseLKcaHvHiEY7cCtmxoXhkRM+s/wBMNx7x6tDqAh5q0PdXw/bkN3xuD1lTgFOD+iLi1HJT6BuAvmXlzZjZeTxoohg5Jo3lhk7a/NWl7vMVz621JETjqg8SZEdEYLGoaexCgeNSyqOHTeFxjT00zq0c/5Fl/Zn6V5mEFYHvgaIqBpQsjYo8Wri9Naut0uwBJPW88o81HO3cbirEgjwDblW3PB74TEXvWPzYZwe3A3HHW0ZbMfDAiXg3MBw5gzXEv9bYHLo2IV2Zms0dT0kAwdEgazX1N2hrHMgBs2KRtySjXXkwx7XUrihke65XtrwOOBT7XcHyzxzpPZOYFo9xnwmTmHcCBEbEZ8EZgT+BNFONT6q0P/HfgSKQB5eMVaXC1+q//BU3aprfYdtUo174rM5dl5rXApxv2fTYiXl/fUE5Xvb/huOEexRARbyzHVbQykHTMIuItEXFUWduyzPxeZh6RmbMoZrY0DhydNRF1SP3C0CENrmZjMNYGiIj1ylVHzwDO59k9FrOfdWYxO6PeeZnZrJdkOP8KXNxQy3ciYmrDcd9q+L5JROw8zDU/STGuIsZQx1gcApwcEc8aM5KZl1KsOVJvuPEf0kAwdEiD61lrSvDMgMuXAftQLIb1N+AjFCts1hwYEbUVSImIXSlW36y5DzhmLMVksVLhB1mzJ2ML4MyGQ+cDdza0Hd+4/Hq5+Nk+wK3Ad8ZSyxgFcHpErPHIKSI2pPj/WO+HE1iH1PMc0yENruvKzy51bf8aET8C3lN+/w+AzLwsIg4A/h3YDJgG/DYiasugf7juGjcA78rMe2sNEbEvxV/AjY9CtoyITwJXZ+bVwF4US4jXryD69og4BfhTZp6UmX+JiDdR9MDUelz2A66PiAspVxalGF/xJ+CAzHyyrpbaMuiNdi1rOaesc1eKZdXr7dhQb83+wJ/K+y+hmDp7AGtO//1GZp7b5L7SwHAZdGmARcR04F8o/oLeimKw43JgIXBmZp7ZcPxGFAFjP4q/8KdS9IA8CPwOOJditdLVDeedzcgLdH0+M49rskz6GjLz6cckEbEuxXta3gm8nCIMrQ38mWL9jAvLn2GNx0hRvMhu6xFq2ZNibZLGQazN6t0Z2JsiuO1Y1jCV4h90y4G7gN8A387MX4xwPWkgGDokSVIlHNMhSZIqYeiQJEmVMHRIkqRKGDokSVIlDB2SJKkShg5JklQJQ4ckSaqEoUOSJFXC0CFJkiph6JAkSZUwdEiSpEr8f+7dXB86V+k4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 583.2x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"tokens\", y=\"recall\",\n",
    "                data=results_de, kind=\"bar\", hue='gender', \n",
    "                hue_order = ['male', 'female'],\n",
    "                palette=sns.color_palette(['lightblue', 'brown']),\n",
    "                height=4.5, aspect=1.8, legend=False)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('German: Recall for WinoMT professions in target language vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "axes[0,0].set_xlim(left=-0.5, right=3.5)\n",
    "axes[0,0].set_ylim(bottom=0., top=.95)\n",
    "plt.savefig(os.path.join('..','graphs','graph_6_per_gender_German.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21140033",
   "metadata": {},
   "source": [
    "# Hebrew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "0842b88e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 583.2x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"gender\", y=\"recall\",\n",
    "                data=results_he, kind=\"bar\", hue='gender',\n",
    "                hue_order = ['male', 'female'],\n",
    "                palette=sns.color_palette(['lightblue', 'brown']),\n",
    "                height=4.5, aspect=1.8)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('German: Recall for WinoMT professions in target language vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "eedd80cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 583.2x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"tokens\", y=\"recall\",\n",
    "                data=results_he, kind=\"bar\", hue='gender',\n",
    "                hue_order = ['male', 'female'],\n",
    "                palette=sns.color_palette(['lightblue', 'brown']),\n",
    "                height=4.5, aspect=1.8, legend=False)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "axes[0,0].legend(ncol=1,loc='lower right', bbox_to_anchor=(.99, 0.4), title='gender')\n",
    "\n",
    "#fig.suptitle('Hebrew: Recall for WinoMT professions in target language vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "axes[0,0].set_xlim(left=-0.5, right=3.5)\n",
    "axes[0,0].set_ylim(bottom=0., top=.95)\n",
    "plt.savefig(os.path.join('..','graphs','graph_6_per_gender_Hebrew.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67ae44f0",
   "metadata": {},
   "source": [
    "divided by stereotype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "232b3d65",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gr3Y85xg8JEmaOyMtJE1yS1/R3wJfBrZrX/+uqvrrTMfBwGLg76pqddvn4cDlwKHAO6Y4/6iq+hVAVf0hyauBpwCHAC+ZwbgkSdKIRr17ZeJyyk3AScDP2pCxYlZGBU8GLquqSyYKqmp5kgvbY+sKHS8Gbu0ru6J9vtMsjU+SJE3TqKHjJppLHy+oqg/P4ngmLAZ+OqB8GfDIdZ04MTPS517t85kzG5YkSRrVqGs6Lm2fvzNL4+i3ELhuQPm1wJZJtphme4cAPwb+a7IKSQ5JsjTJ0hUrZmvCRpIkTRg1dJzcPg/1IW5Jnprk6yP2NSNJHknzqbhPraqbJqtXVcdV1ZKqWrL99tt3N0BJkjYSo4aOI4HzgH9PstsQ9e8O7DuN9lfSbDDWbxvghqq6ccCxtST5M+DDwOOr6sJp9C9JkmbZqGs6HgT8X+CNwAVJTgLOorm7ZNBswu7TbP984D4DyncFfjRMA0kWA58BnlZVZ0+zf0mSNMtGDR1ncttGYKHZq+OZszGg1inAsUkWVdWlAEl2pLmc85reim35iqq6tadsMXAq8I9V9a227C7AEVX1/FkcpyRJGtJMdiSd2Aisev69rsd0nEgzo/H2JJsl2YTmks4y4Jg/DSDZm+Z22KN7yvYEvkazb8iiJM9I8gyadR33nva7lCRJs2LUmQ5Yc8vzmrRWY1qho6puTvJo4N3AhW37FwD7V9WqnqqrgGuA3/SUvZHm7pfnt49eZ01nHJIkafbMJHTA9GcwhlZVVwJPn6LOedy2C+pE2ZPW15gkSdLoZho6DgKWD1HvQNaedZAkSRuRmYaOb1fVZVNVSvJg1uOsiCRJGn+jho792udhZjkAjgU+OWJfkiRpAzBS6KiqaS3IrKrrGLytuSRJ2kjM5JZZSZKkoRk6JElSJwwdkiSpE4YOSZLUCUOHJEnqhKFDkiR1wtAhSZI6YeiQJEmdMHRIkqROGDokSVInDB2SJKkThg5JktQJQ4ckSeqEoUOSJHXC0CFJkjph6JAkSZ0wdEiSpE4YOiRJUicMHZIkqROGDkmS1IkNNnQkuV2Sdya5Nckj5no8kiRt7MY2dCTZIcnHklzcPk5OsvOQ594fOAd4FJD1OlBJkjSUsQwdSRYApwMLgD2A+wHXA2ck2WqIJl4LHA68Z32NUZIkTc9Yhg7gYGAxcHhVra6qW2hCxG7AoUOc/8yq+vL6HKAkSZqecQ0dTwYuq6pLJgqqajlwYXtsnapq9XocmyRJGsG4ho7FwLIB5cuAPTseiyRJmgXjGjoWAtcNKL8W2DLJFrPdYZJDkixNsnTFihWz3bwkSRu9cQ0dnauq46pqSVUt2X777ed6OJIkbXDGNXSsBLYeUL4NcENV3djxeCRJ0gyNa+g4H1g0oHxX4EfdDkWSJM2GcQ0dpwC7JFk0UZBkR+C+wKd6KybZMcm4vg9JktQa11/WJ9LMaLw9yWZtqDiS5u6VYyYqJdkbuAI4ei4GKUmShjeWoaOqbgYeDdxCszfHRTTrOfavqlU9VVcB1wC/6T0/yYFJzgXe1BZ9MMm5SR62vscuSZIG22yuBzCZqroSePoUdc4DthtQfhJw0noamiRJGsFYznRIkqQNj6FDkiR1wtAhSZI6YeiQJEmdMHRIkqROGDokSVInDB2SJKkThg5JktQJQ4ckSeqEoUOSJHXC0CFJkjph6JAkSZ0wdEiSpE4YOiRJUicMHZIkqROGDkmS1AlDhyRJ6oShQ5IkdcLQIUmSOmHokCRJnTB0SJKkThg6JElSJwwdkiSpE4YOSZLUCUOHJEnqxNiGjiQ7JPlYkovbx8lJdh7y3M2TvDnJT5JckOTsJPus7zFLkqTJjWXoSLIAOB1YAOwB3A+4HjgjyVZDNPE+4EDg4VV1f+B44CtJ9lo/I5YkSVMZy9ABHAwsBg6vqtVVdQtwOLAbcOi6Tkxyb+AQ4MiqWgFQVR8ElgFvXa+jliRJkxrX0PFk4LKqumSioKqWAxe2x9bl74AAZ/SVfx14zJAzJZIkaZaNa+hYTDMz0W8ZsOcQ594KXDbg3M1oLtVIkqSObTbXA5jEQuD7A8qvBbZMskVV3biOc29oL8n0nwtw50EnJTmE5rIMwKokF09zzBpT7+LpC4GVcz0OSZPyZ7Rrh2d9tn5aVR0w6MC4ho7OVdVxwHFzPQ7NviRLq2rJXI9D0mD+jG48xvXyykpg6wHl29DMYkw2yzFx7pZJNh1wLsBVszA+SZI0TeMaOs4HFg0o3xX40RDnbgLcfcC5q2kWo0qSpI6Na+g4BdglyaKJgiQ7AvcFPtVbMcmOSXrfx6eBAh7R1+Z+wFeqatX6GLDGmpfNpPHmz+hGIlU112NYS7s52FLgIuAfaO5G+RCwD/CAieCQZG/gG8BxVXVoz/kfoAkZe1fVyiTPBt4PPLSqzu3yvUiSpMZYznRU1c3Ao4FbaC6HXESzJmP/vpmKVcA1wG/6mngJ8Engf5NcQHNXymMMHJIkzZ2xnOmQJEkbnrGc6ZAkbdyS7JXkiCTb9pXfIckvk/zzHA1NM2DokCSNo72ANwDb9pWvptlx2u0P5iE3B5MkzRtVdRPw8Lkeh0bjTIfmlSQvSHJhkkryiiQfT3JukquSfLCder1rW7YqyZlJnpHkm22d3/e09fgk30vys3a69oQkO8zh25PmtST7Jflckh8kOS/JOUn+uuf4F5Msb39+H5zky0kuTfKdJHv01Hsr8Kb25Rfbn+eTk9y592e747enWeBCUs077f4ty4Argb+uqh8kuQfwv8BZVfWMtt6ZNB/w956qeluSnYDzq2qHJAcCHwOeXFWnJrk98BngHsCDq+r6rt+XNN+12xVcBfxrVVWShwFfBf6yqpa2dY6guWzyXuBfaP74/RqweVU9rKetZwEnALtW1aV9/ZwJUFWPWK9vSLPOmQ7NZ6dW1Q8Aquoymv+JHZTkXj11Ngfe2dZZDjwsSYB3AGdU1antsT8Ah9FsQPf87t6CtEF5G/CWav+araqzaXaJfu6AuidU1a1VtRr4HPDQdo8mbcAMHZrPftz3+vs0/03/RU/ZL9p9XwCoqp8D96bZJv97vSdX1fnAH2j2iJE0fdcDb0ny/STnJzkXuD+w24C6P+359+/a5x3X8/g0x1xIqvns2r7XV7fPd+0pG7Tt/cK++v1tLBxQLmkd2o+j+BxwR+CxVfXrtvxM4Hb99avqhp6Xt7bP/R/UqQ2MMx2az7bpe71d+3zFFOet7Kvf6049xyUN757AQ4EPTQQOqZ+hQ/PZHn2vH0TzF9N3pzjvYuBXwIN7C5PsCdweOH22BihtRCZmM/rvTthpxPb+2D4HIMljkwz6Q0HziKFD89mjkjwAoL175cXAJ6rq4nWd1C5yexWwX5IntuffHng78BPg2PU5aGkD9RPgEuDZSe4EkOTvadZQjWJZ+7xzkq1pPkF86xmPUnPKW2Y17/TcMvsS4AHAA2ludf0M8FKa2Y5v00z3AvwceGNVfbqvnScA/5fmGvTtgK8Dh1XVb9f7m5A2QO1eG++juVX9J8APaTbyug/Nz+FFNJ8AviNwHvCPwOOAF9Is7r4IeH1Vndy290HgUcANwEnAf9DcXtv7s/0Yf2bnD0OH5p2e0PHsqjpxbkcjSRqWl1ckSVInDB2SJKkThg7NK0leAHyxffmmJEfP5XgkScNzTYckSeqEMx2SJKkThg5JktQJQ4ckSeqEoUOSJHXC0CFJkjph6JDmuSQnJqmex6VzPaZxlmRR39erkjxrrsclbQwMHZIkqROGDkmS1AlDhyRJ6oShQxoTSTZLcnCSU5MsS3J9kj8mWZ7kgrb8jUn2b+ufmKSAg/ua2qVvvcKJk/T3wCTHJPlxkmuS3Nz29eUkL0hyuwHnnDlgPUQlObM9vl+SLyb5bc+xI/rauFOSw9u2ftv2e3WSHyZ5V5Jdh/haLUrytiTfTrKibeP37dfpuCQPneScovmE4n4n9L2fQes+1nq/PW2vq+5a60faxzfbMd+U5LIkH03yoCned5I8IclJPf+N3JDk0rbscVN97aS55Dbo0hhIshXwFWDil+WtwOeAc4FNgT2Bv6X5Q+GqqlqY5ADg/sCBwJKe5q4G3tbz+oKqOq2nr82B9wAv7OnrBOAq4B+Au7XlPwUeX1UX95x7JrDvgLdwFnB8207/HzNvrKoj2vP/BvgIcKf22HeBL7Rt7t+W/RF4cVUd199JkgCvBY4ANuvp+6vA7sAze/r/JPBPVXVte+42wCFt36/ta/okYGnP6+Paug8FntRX90PA6VV1Us+4XgksBv6x/TpcRPN922ZAXxcDWwEfBjYHngPcuT1WwCur6t8HvPedgP8BHt4W/R44tu3jOcBESPw88PSquq6/DWnOVZUPHz7m+AG8meYXzsTj1QPq7AvcDKzsKz+x79xLp+jrg331/73n2H2BW3qOXQJs23N8J2AR8J2+Ni4GrgPeDzwAeDDw5fbYEe25+9EEiolzLge2aI9tCnyrr80nDBj72/rqnE77x1N7/DV9x88ANu9rY1FfnQKeNcnX6q7t17y37gmT1P0YcA2w5RR9XQ/co6fOkgF1Ht/X9h2A8yarAzy/79in5/q/aR8+Bj28vCKNh7/qe/3z/gpVdRa3fcLuSJI8HHhuX/HJPX1cBJzfc2xX4F96ji+vqkuBP/S1cS/gf6rqhVX1w6r6HvCCnn43BT7AbbMTAF+oqhvbdm+hmZno9e72vIk2Hgi8uq/Oh6qqd7r2+L7jj+C2GZ1pq6orBozroCTb9xYkWQg8GfhoVd0wRbOfr6rLevpYyppfc4Cj2lmdCS+nmUmZcCPNDNGEk1jTE5PsN8U4pM4ZOqTxcPu+1+9M8owkd+orfz6wzwz6ed6Asl/0ve5f89C/ZmQyb+l7fSnNJaGP08zS3Gua/e7KbZcSoAkP6auzxi/rqroSWNFX58WTjng4/6/v9e1ovg+9nt2Wr3VJaIDzBpT1h457A73rO/q/b79sgxoAVfV7mstqvYb9vkmdMXRI4+FHfa93Af4LWJnk3CRHJXlIVV1ZVT+ZQT+DAst27cLJRUkWsfYv9l3a9QTr8quqWiM0VOPzVfXTSfpd0Nfv1gPqPKTn348YcPzKAWW/7Xt9zyR3nXzo61ZV3wXO6Ss+tF0bM7HO5BDgnKoaFCj69YciGPw+Hty2fw/g7n3Hbu792rVfv5v66jwEacwYOqTx8GbWvmQBzc/onwGvAr6d5JwkiwfUG9ag8HAhzSzDxOOJA+rcZYp2Lx+h3zf19fvRKfodFBwGfc1uHFB2twFl09E/23FX4Cntvx8F3JPhZjmgWdfSb9CYd2ifB33tFrPm127ZgHpTfc+kzm02dRVJ61tVXZhkb+Ad3HYXxyB/DpyR5P5V9ZtZ6v5AmsWS63LZFMf7/8oexrHAaVPU+WXPv2dyq91Mb9M7GXgnawaflwKfoFm7cg3w3zNov392CdY95p8Bh03RprcmauwYOqQxUVU/AB6Z5G7Ao2nu9ngssGNf1e1ortcfOUI3V9LcUdHra1V11QhtTbfffj+rqs9Mo40raGYUet2e5m6QXltMcu7IquqPSd7PmutWHpLkCcDjgWOHWEA6YfMBZYPGPHGZaNDX7qZpfu2kseDlFWkMJPmHJE8HqKrLq+rEqjqY5i/rg2n20ujVu4HWdP6i/faAsntMMqZdkvxHkv4FoqMYut+2739t+753T/EZA6r2B7JBZT9t70KZMOoMwLGsfTnnozR/vA17aQVg+wFlOwwo+x5AVf0S6J/V6l/j8SdJHtV+7VxIqrFj6JDGw6HA+5Ms6C2sqlur6iM0m4T16p2Z6F8P0Hub6ZIkpyV5aVv04QF9D9rsC+Ag4EXAzlOMfRhnsPYlmoH9tos+30gTtnrXihzN2oFhjfUt7YLXhX113tf3etD6id6v2Xvar9l2vRWqaiXN5ZReWwHfqar+u0/WZdCanP6yi4Ef9Lzu/77dMclek7T/Sprv26BLNtKcMnRI4+OOwPt696aAP+0B0T+z8Zme1/17eixMMnHp9C9pLtFsC1BVXwY+3Vf/5UnW+Es7yZ40O2neyJq7m46kqv5IswaiNzT8WZKD+vq9Pc2On5sAb6+qVT1tnMfat+U+p28/i+f0Hf86zQxFrxU0azB63aXtfwHwDJo7ZVaxtv4FpTC9WQ6Av0nypyDXbn3eHzoO69t/5Ciajdp6vXXAfyvPovl+X0SzWZk0VtwGXRoDSb4F7N2+/BnwJZpr+Xeh2YZ7YgFjAa+rqn/rOXdnml8yW/U0+am2nRcBC4C9Jm61TXIHmk20ntpT/7c0f8VfBdwH+HuaxaUHVdXnevqa2Hr9UGC3nvMvAY5p/31SVf1qkvf5TJpNwibWMNxKE4J+SHOJ4Qk0twufQLOFef9lJZK8muZun4lgdSbNNuj/h2Yb8ok/pk4CnlcDtgNP8m7gZX3v/wM034NHAh9pL28Neg9nctsszTXAXSdbz9Heytq//8jFNDuMTmyD/lyG2wZ9d+AU1gwoFwCntuc9hOZOml8AB1TVWhvMSXPN0CGNgST70PwieyDNxlB3pvmMkE2Aa2l+qZ8NHD9oKr/drfM1wF/QrGnYlCZALAWOrKpvDjhnX+BZwMNoQs0WbV8/o/kcmGP61kKQ5sPjplorsF9VnbmO93pXms21HtW+1zvS3Eb6K5r9ME6oqkHrN3rb2KVtYz+asHFH4Ia2jf9t2/jOOs5fQLPL51Pa87eiuQPnEppZpLetI0j8Hc0vf4Cjq2rSzccmCR3PpgkJz6MJcFvSBMxv0GxJ//11tLc5zd1GT6HZPGwhzff6dzR7vZxKs0vroEtI0pwzdEjSNLSXNH5OcxfQ4qrq39itt+4iBoSOqjpxfY1PGmeu6ZCkSSTZNcnT2k8BnrA5zazQd9YVOCStzdAhSZPbl2atS+9nwLyU5hLWoEWlktbBzcEkaWr/meR4moW9z6JZN9L/ya5rSPJKmnU5/Q5o70g6u6rOnu2BSuPMNR2SNIl2L4zX0Xz42k40n+T6BeBVVdX/qa795071P9c3VtURszBMad4wdEiSpE64pkOSJHXC0CFJkjph6JAkSZ0wdEiSpE4YOiRJUicMHZIkqRP/Hx2bcvN8LPsCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 583.2x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"stereotype\", y=\"recall\",\n",
    "                data=results_de, kind=\"bar\", hue='stereotype',\n",
    "                hue_order = ['pro', 'anti'],\n",
    "                palette=sns.color_palette(['mediumaquamarine', 'darkorange']),\n",
    "                height=4.5, aspect=1.8)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('German: Recall for WinoMT professions in target language vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6c031cbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 583.2x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"tokens\", y=\"recall\",\n",
    "                data=results_de, kind=\"bar\", hue='stereotype',\n",
    "                hue_order = ['pro', 'anti'],\n",
    "                palette=sns.color_palette(['mediumaquamarine', 'darkorange']),\n",
    "                height=4.5, aspect=1.8, legend=False)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('German: Recall for WinoMT professions in target language vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "axes[0,0].set_xlim(left=-0.5, right=3.5)\n",
    "axes[0,0].set_ylim(bottom=0., top=.95)\n",
    "plt.savefig(os.path.join('..','graphs','graph_6_per_streotype_German.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c1c8061",
   "metadata": {},
   "source": [
    "# Hebrew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6a95aae4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 583.2x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"stereotype\", y=\"recall\",\n",
    "                data=results_he, kind=\"bar\", hue='stereotype',\n",
    "                hue_order = ['pro', 'anti'],\n",
    "                palette=sns.color_palette(['mediumaquamarine', 'darkorange']),\n",
    "                height=4.5, aspect=1.8)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "\n",
    "#fig.suptitle('German: Recall for WinoMT professions in target language vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "50f87316",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 583.2x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.catplot(x=\"tokens\", y=\"recall\",\n",
    "                data=results_he, kind=\"bar\", hue='stereotype',\n",
    "                hue_order = ['pro', 'anti'],\n",
    "                palette=sns.color_palette(['mediumaquamarine', 'darkorange']),\n",
    "                height=4.5, aspect=1.8, legend=False)\n",
    "fig = g.fig\n",
    "axes = g.axes\n",
    "axes[0,0].legend(ncol=1,loc='lower right', bbox_to_anchor=(.95, 0.4), title='stereotype')\n",
    "#fig.suptitle('German: Recall for WinoMT professions in target language vs. number of tokens ', y=1.1)\n",
    "#axes[0,0].xaxis.label.set_visible(False)\n",
    "#axes[0,2].xaxis.label.set_visible(False)\n",
    "plt.tight_layout()\n",
    "# plt.savefig(os.path.join('figures','diverse_script_barplot_d6' + '.pdf'), dpi=300)\n",
    "axes[0,0].set_xlim(left=-0.5, right=3.5)\n",
    "axes[0,0].set_ylim(bottom=0., top=.95)\n",
    "plt.savefig(os.path.join('..','graphs','graph_6_per_streotype_Hebrew.pdf'), dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "264b24c8",
   "metadata": {},
   "source": [
    "# Exploratory analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c9d986ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cormat = results_de.corr()\n",
    "round(cormat,2)\n",
    "plt.figure(figsize = (30,25))\n",
    "sns.heatmap(cormat, annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "76008010",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cormat = results_he.corr()\n",
    "round(cormat,2)\n",
    "plt.figure(figsize = (30,25))\n",
    "sns.heatmap(cormat, annot=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
